Half_Back_Overall
This first thing describes: * Run multiple regression
## Warning: package 'ggplot2' was built under R version 3.2.4##
## Call:
## lm(formula = HBover ~ HBzscores[, 2] + HBzscores[, 3] + HBzscores[,
## 4] + HBzscores[, 5] + HBzscores[, 6] + HBzscores[, 7] + HBzscores[,
## 8] + HBzscores[, 9] + HBzscores[, 10] + HBzscores[, 11] +
## HBzscores[, 12] + HBzscores[, 13] + HBzscores[, 14] + HBzscores[,
## 15] + HBzscores[, 16] + HBzscores[, 17] + HBzscores[, 18] +
## HBzscores[, 19] + HBzscores[, 20] + HBzscores[, 21] + HBzscores[,
## 22], data = HBzscores)
##
## Residuals:
## Min 1Q Median 3Q Max
## -0.084964 -0.032677 0.009034 0.027792 0.078232
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 2.483e-16 3.193e-03 0.000 1.0000
## HBzscores[, 2] 1.112e-01 4.969e-03 22.386 < 2e-16 ***
## HBzscores[, 3] 4.818e-02 4.490e-03 10.731 < 2e-16 ***
## HBzscores[, 4] 5.199e-02 5.161e-03 10.075 < 2e-16 ***
## HBzscores[, 5] 1.251e-01 6.480e-03 19.305 < 2e-16 ***
## HBzscores[, 6] 4.147e-01 5.433e-03 76.335 < 2e-16 ***
## HBzscores[, 7] 3.833e-02 6.464e-03 5.930 2.23e-08 ***
## HBzscores[, 8] 2.041e-01 4.230e-03 48.236 < 2e-16 ***
## HBzscores[, 9] 4.197e-03 4.204e-03 0.998 0.3199
## HBzscores[, 10] -4.897e-04 3.870e-03 -0.127 0.8995
## HBzscores[, 11] -2.596e-03 3.723e-03 -0.697 0.4868
## HBzscores[, 12] -9.191e-03 4.424e-03 -2.078 0.0396 *
## HBzscores[, 13] -3.922e-03 3.978e-03 -0.986 0.3258
## HBzscores[, 14] 3.372e-01 8.096e-03 41.658 < 2e-16 ***
## HBzscores[, 15] 2.605e-01 6.451e-03 40.382 < 2e-16 ***
## HBzscores[, 16] 2.069e-01 5.483e-03 37.737 < 2e-16 ***
## HBzscores[, 17] 7.405e-02 7.601e-03 9.742 < 2e-16 ***
## HBzscores[, 18] 6.711e-02 4.304e-03 15.593 < 2e-16 ***
## HBzscores[, 19] 8.637e-02 6.105e-03 14.147 < 2e-16 ***
## HBzscores[, 20] -2.111e-03 6.555e-03 -0.322 0.7479
## HBzscores[, 21] 1.084e-02 7.531e-03 1.439 0.1523
## HBzscores[, 22] 3.745e-02 6.281e-03 5.962 1.91e-08 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.04076 on 141 degrees of freedom
## Multiple R-squared: 0.9986, Adjusted R-squared: 0.9983
## F-statistic: 4664 on 21 and 141 DF, p-value: < 2.2e-16##
## Call:
## lm(formula = HBover ~ HBReduced[, 2] + HBReduced[, 3] + HBReduced[,
## 4] + HBReduced[, 5] + HBReduced[, 6] + HBReduced[, 7] + HBReduced[,
## 8] + HBReduced[, 9] + HBReduced[, 10] + HBReduced[, 11] +
## HBReduced[, 12] + HBReduced[, 13] + HBReduced[, 14] + HBReduced[,
## 15], data = HBReduced)
##
## Residuals:
## Min 1Q Median 3Q Max
## -0.074403 -0.035235 0.004778 0.032319 0.070294
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 2.478e-16 3.215e-03 0.000 1
## HBReduced[, 2] 1.125e-01 4.694e-03 23.972 < 2e-16 ***
## HBReduced[, 3] 4.941e-02 4.355e-03 11.348 < 2e-16 ***
## HBReduced[, 4] 5.117e-02 4.989e-03 10.257 < 2e-16 ***
## HBReduced[, 5] 1.198e-01 6.017e-03 19.914 < 2e-16 ***
## HBReduced[, 6] 4.124e-01 4.922e-03 83.776 < 2e-16 ***
## HBReduced[, 7] 4.510e-02 5.282e-03 8.539 1.50e-14 ***
## HBReduced[, 8] 2.051e-01 4.114e-03 49.857 < 2e-16 ***
## HBReduced[, 9] 3.378e-01 7.883e-03 42.849 < 2e-16 ***
## HBReduced[, 10] 2.616e-01 6.399e-03 40.885 < 2e-16 ***
## HBReduced[, 11] 2.041e-01 5.353e-03 38.134 < 2e-16 ***
## HBReduced[, 12] 7.580e-02 7.512e-03 10.092 < 2e-16 ***
## HBReduced[, 13] 6.543e-02 4.220e-03 15.506 < 2e-16 ***
## HBReduced[, 14] 8.773e-02 5.999e-03 14.625 < 2e-16 ***
## HBReduced[, 15] 3.868e-02 5.484e-03 7.053 6.25e-11 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.04104 on 148 degrees of freedom
## Multiple R-squared: 0.9985, Adjusted R-squared: 0.9983
## F-statistic: 6901 on 14 and 148 DF, p-value: < 2.2e-16
## OVR Speed Acceleration Strength Agility Awareness
## 1 -0.2742639 0.85940763 0.75834363 -0.9050525 0.8692270 -0.1254014
## 2 1.9686968 0.11707837 0.18969120 0.2216816 1.0854110 1.4390061
## 3 -0.3454794 -0.03007362 -0.03245889 -0.3367360 0.3257527 -0.4203337
## 4 -0.6316480 -0.46758804 -0.45797671 0.3497857 -0.8438797 -0.5911411
## 5 0.2909551 -0.30646767 -0.25651790 0.6078328 -0.6392099 0.4190757
## Catching Carrying Pass.Block Jumping Injury Stamina
## 1 0.1813938 -0.9323333 -1.070581773 0.49865816 -0.595689026 0.204047654
## 2 0.8732960 1.0153789 0.441645392 -0.19970717 0.320904287 1.020388217
## 3 0.5961770 -0.3958182 0.268634012 0.10285917 0.387221116 0.006072847
## 4 -1.0444549 0.1629935 -0.006416802 0.02897669 0.009057294 -0.774304038
## 5 0.1029917 0.5100964 0.571874482 -0.47792376 0.080942077 0.179734958
## Toughness Trucking Elusiveness Ball.Carrier.Vision Stiff.Arm
## 1 -0.59105285 -1.2619364 0.7928094 -0.2082560 -1.0365654
## 2 0.28258221 0.1120993 1.2295104 1.7595407 0.4402428
## 3 -0.23533387 -0.4569667 0.4231507 -0.2918177 -0.5444458
## 4 -0.02201778 0.6589939 -0.8410227 -0.4757939 0.3346281
## 5 0.62066139 0.7416116 -0.7171338 0.1146079 0.8061688
## Spin.Move Juke.Move Spectactular.Catch Catch.In.Traffic Route.Running
## 1 0.54594333 0.8679586 0.337752535 0.05032937 0.03099321
## 2 1.01161859 1.1466867 0.249192711 0.66254479 1.03980431
## 3 -0.33873176 0.1846975 0.745520081 0.53755080 0.40757123
## 4 -0.72319714 -0.7536396 -0.929269510 -1.07461647 -0.88040772
## 5 0.08471267 -0.6554467 0.009392354 0.40315878 0.13023019
## Speed Acceleration Strength Agility Awareness Catching
## 1 1.1439626 0.9545825 -0.3359735 0.8463094 -0.25152621 0.07568121
## 2 0.3888629 0.2650098 -1.9451779 1.0417684 0.25391737 0.69910517
## 3 -0.4671724 -0.2881879 -0.3407508 0.1653255 -0.02384465 0.41515813
## 4 0.5110498 0.3541081 0.4877031 -0.4253141 -0.36462945 -0.31103377
## 5 -0.9424751 -0.7828342 0.8970578 -0.6911939 0.44276237 -0.43819977
## Carrying Pass.Block Jumping Injury Stamina Toughness
## 1 -0.7667953 -0.65810510 0.5417592 -0.39169530 0.04459462 -0.6398886
## 2 -0.7044220 -1.23421597 0.0809088 -0.57012840 0.59681246 -0.5942075
## 3 -0.2117056 0.02658116 -0.4903473 0.08468987 0.04987337 -0.1361759
## 4 0.3254462 0.40966388 0.6641030 -0.07299178 -0.30639670 -0.0997806
## 5 0.6417615 0.49419654 -0.5806840 0.48564371 -0.02223239 0.8888677
## Trucking Elusiveness Ball.Carrier.Vision Stiff.Arm Spin.Move
## 1 -1.0148424 0.8605739 -0.31401817 -0.7233606 0.5138352
## 2 -1.7011571 0.7444156 0.34790801 -1.5311531 0.6052664
## 3 -0.4477450 0.4273144 0.07271876 -0.4175145 -0.2181544
## 4 0.7709786 -0.4914273 -0.32058027 0.5283224 -0.2091132
## 5 1.0014500 -0.7519642 0.29756079 0.9753734 -0.1484016
## Juke.Move Spectactular.Catch Catch.In.Traffic Route.Running
## 1 0.9164744 0.1415051 -0.1670537 -0.3779449
## 2 0.7749334 0.6858178 0.5644963 0.9013697
## 3 0.0901090 0.4702118 0.4634469 0.4803077
## 4 -0.3951004 -0.1714344 -0.2108559 -0.2795431
## 5 -0.5716055 -0.6719715 -0.3842532 -0.3536291
## OVR Speed Acceleration Strength Agility Awareness
## 1 -0.1808345 0.78845934 0.90601192 -1.2171608 1.0251206 0.0736326
## 2 2.0296764 0.16306337 0.16702283 0.3099958 1.0452174 1.4010087
## 3 -0.3833739 0.04481623 -0.11795106 -0.1800996 0.1982818 -0.4880053
## 4 -0.8211204 -0.70794660 -0.78771587 0.3187873 -1.0034718 -0.6888487
## 5 0.3310424 -0.11284662 0.03973117 0.7092388 -0.6096750 0.4228190
## Catching Carrying Trucking Elusiveness Ball.Carrier.Vision
## 1 0.3831157 -0.8494173 -1.3385017 0.8405909 -0.15910200
## 2 0.9429239 0.9747338 0.2879925 1.2208678 1.80050234
## 3 0.2237673 -0.4954567 -0.4584448 0.4368555 -0.24406813
## 4 -0.8719065 0.2287771 0.7377676 -1.1543371 -0.57430836
## 5 -0.2107566 0.5376429 0.7472248 -0.6742005 0.05490675
## Stiff.Arm Spin.Move Juke.Move Route.Running
## 1 -1.3041976 0.5054733 0.9383033 0.13848030
## 2 0.6014738 1.0399476 1.1324139 0.99626209
## 3 -0.3597324 -0.2254156 0.2281277 0.17766830
## 4 0.3706151 -1.0219613 -0.9799660 -0.78589548
## 5 0.7899295 0.2648945 -0.6357710 -0.07253201
## Speed Acceleration Strength Agility Awareness Catching
## 1 -0.2338492 -0.31062361 -0.1058632 0.1158948 -0.1494567 0.05954546
## 2 0.1232778 0.03409962 -1.6640012 0.9210550 0.3530336 0.62725282
## 3 1.1131862 1.09012981 -0.3950421 0.7366099 -0.5618372 0.16073306
## 4 0.5287432 0.44361965 0.5992156 -0.4227325 -0.1890205 -0.28626566
## 5 -1.0448894 -0.80010366 0.8879842 -0.7859186 0.4653486 -0.30345177
## Carrying Trucking Elusiveness Ball.Carrier.Vision Stiff.Arm
## 1 -0.1162613 -0.1105752 0.4773535 0.1842552 -0.0695352
## 2 -0.4269534 -1.4911800 0.7032501 0.5037802 -1.4226607
## 3 -0.9797089 -1.2000439 0.7589743 -0.7272380 -0.9388596
## 4 0.3073339 0.8093077 -0.7352638 -0.4572286 0.5709497
## 5 0.7189864 1.0667489 -0.7406592 0.3647287 1.0509755
## Spin.Move Juke.Move Route.Running
## 1 -0.05086108 0.2393053 0.07067127
## 2 0.38747461 0.7270490 0.62452251
## 3 0.31394977 0.7081341 -0.07898723
## 4 -0.22493526 -0.6824353 -0.26128815
## 5 -0.17567030 -0.5141816 -0.18989775
## Overall Speed Running Awareness And Receiving Power Running
## 1 0.2266202 0.5879152 0.3268765 -0.5900616
## 2 2.0964849 0.8348459 1.4350559 0.6927257
## 3 -0.9507021 0.5007850 -0.6819479 -1.1098652
## 4 -0.8211204 -0.7711416 -0.7642153 0.3730892
## 5 0.3043243 -0.6561747 0.2344394 0.8101444
## Speed Running Awareness And Receiving Power Running
## 1 0.2251098 0.02847012 -0.2535800
## 2 0.6065533 0.57016870 -1.1767220
## 3 1.1131197 -0.23759261 -0.8755271
## 4 -0.1967411 -0.45771916 0.6544603
## 5 -0.9353646 0.20406192 0.7313027
## Overall Pass Catching Power Running Awareness Speed Running
## 1 -0.1732120 -0.6964051 -0.6840893 -0.3401022 0.30903799
## 2 1.9298223 0.9780314 0.2015952 1.1233367 1.06261354
## 3 -0.5682728 0.6356959 -1.1348264 -0.6089921 0.05427689
## 4 -0.6918932 -0.7663921 0.6740578 -0.2395951 -0.63901642
## 5 0.4137167 0.2617845 0.6624459 0.4824562 -0.10574425
## Shiftiness
## 1 0.6163226
## 2 1.2034236
## 3 0.6586220
## 4 -1.1423554
## 5 -0.3852545
## Pass Catching Power Running Awareness Speed Running Shiftiness
## 1 -0.7883107 -0.6767317 -0.1256618 0.6624797 0.9282245
## 2 0.7635040 -1.6155037 -0.2660846 0.3878722 0.7302121
## 3 0.3636095 -0.3527974 -0.2884271 -0.1092195 0.3868345
## 4 0.4856345 0.7211306 0.3353202 -0.5515067 -0.9905786
## 5 -0.7010856 0.9863918 0.2244375 -0.0474672 -0.4622765## Speed Running Awareness And Receiving Power Running
## Tim Hightower -1.225912725 0.716846671 0.50906605
## Jay Ajayi 0.446904718 -0.180824952 -0.26607977
## Doug Martin -0.105389349 0.197185530 -0.09179618
## Terrance West 0.260377412 -0.046189363 -0.21418805
## Brandon Bolden -0.674469165 0.051966924 0.62250224
## Joique Bell -0.856217128 0.876678554 -0.02046143
## James Starks -0.191377949 0.342374898 -0.15099695
## Travaris Cadet 0.285052556 0.305629007 -0.59068156
## LaMichael James 1.594649940 0.015529030 -1.61017897
## Matt Asiata -1.992488615 0.493443814 1.49904480
## DeMarco Murray -0.241544035 0.506100258 -0.26455622
## Bilal Powell -0.213320003 0.445706238 -0.23238623
## Adrian Peterson -0.036994340 0.388854203 -0.35185986
## Ross Scheuerman 1.070425153 -0.771987904 -0.29843725
## Reggie Bush 0.587789482 0.781550733 -1.36934021
## Rex Burkhead 0.047772923 0.473853074 -0.52162600
## Chris Ivory -1.246304701 -0.071745899 1.31805060
## Matt Forte -0.389293949 0.640137919 -0.25084397
## Jonas Gray -1.035215084 -0.435888444 1.47110353
## Marshawn Lynch -0.731621946 0.487287586 0.24433436
## Mark Ingram -0.692570388 0.234512214 0.45805817
## Alfred Morris -1.351241763 0.558100332 0.79314143
## James Wilder Jr. -1.042809469 -0.564874932 1.60768440
## Fred Jackson -1.289833556 0.772248852 0.51758470
## Alfred Blue -0.883864966 0.111951598 0.77191337
## Justin Forsett 0.330621474 0.664192422 -0.99481390
## Carlos Hyde -0.827306185 0.057621823 0.76968436
## Stepfan Taylor -1.001059647 0.106328136 0.89473151
## Jamaal Charles 0.456646659 0.797602017 -1.25424868
## Khiry Robinson -0.752411610 0.001122126 0.75128948
## John Crockett 0.408063029 -0.829150195 0.42108717
## Darren McFadden -0.857108818 0.499149220 0.35795960
## Zac Stacy -0.796199013 0.280118676 0.51608034
## Jonathan Stewart 0.308766483 0.109154112 -0.41792059
## Robert Turbin -0.353927284 0.006303111 0.34762417
## Eddie Lacy -0.756770384 0.602092548 0.15467784
## Zurlon Tipton -0.854411875 -0.125779490 0.98019137
## Ka'Deem Carey -0.539396325 0.181142292 0.35825403
## Silas Redd -0.115146172 -0.211495648 0.32664182
## Glenn Winston -0.460151638 -0.654033682 1.11418532
## Alonzo Harris -0.572643069 -0.816733281 1.38937635
## Tyler Gaffney -0.493607530 -0.229170130 0.72277766
## Duke Johnson 0.896641105 -0.179253062 -0.71738804
## Kendall Hunter 0.501905581 0.294682286 -0.79658787
## Shaun Draughn -0.450334346 0.140395538 0.30993881
## Orleans Darkwa -0.244865257 -0.232134820 0.47700008
## Lance Dunbar 0.896614986 0.215546155 -1.11216114
## Knile Davis -0.078891374 -0.032855643 0.11174702
## Theo Riddick 0.486048643 0.172205222 -0.65825386
## Chase Reynolds 0.265200336 -0.080910185 -0.18429015
## Darrin Reaves 0.813156035 -0.212610355 -0.60054568
## Jonathan Grimes 0.378021878 -0.203413042 -0.17460884
## Joe Banyard 0.590074390 -0.299936330 -0.29013806
## Antonio Andrews -1.017910040 0.150487020 0.86742302
## Lache Seastrunk 1.524669414 -0.465455749 -1.05921366
## Cameron Artis-Payne 0.037794372 -0.535960074 0.49816570
## Le'Veon Bell 0.077181814 -0.015272195 -0.06190962
## Latavius Murray -0.182614670 -0.519550568 0.70216524
## Jerick McKinnon 1.158982384 -0.529982736 -0.62899965
## LeGarrette Blount -1.238304104 0.187180419 1.05112368
## Shane Vereen 0.208280032 0.630143595 -0.83842363
## Boobie Dixon -1.380927784 0.235882924 1.14504486
## Montee Ball -0.483350648 -0.093156399 0.57650705
## Trent Richardson -0.615624736 0.056483085 0.55914165
## Toby Gerhart -0.900267837 0.235758388 0.66450945
## Andre Williams -0.484123488 -0.301276907 0.78540040
## Javorius Allen -0.086573958 -0.476079884 0.56265384
## Danny Woodhead 0.599762979 0.884484415 -1.48424739
## Jeremy Hill -0.460287826 0.216445249 0.24384258
## Jeremy Stewart -0.308178581 -0.270563620 0.57874220
## Antone Smith 1.166377955 0.312496320 -1.47887428
## Joseph Randle 0.030308606 0.218240843 -0.24854945
## Juwan Thompson 0.133252369 -0.439209654 0.30595729
## Lorenzo Taliaferro -0.518123920 -0.200561279 0.71868520
## Storm Johnson -0.852624468 0.222713018 0.62991145
## Robert Hughes -1.323746471 0.305586829 1.01815964
## Jerome Smith -0.921850952 0.195889771 0.72596118
## Stevan Ridley -0.763214312 0.256977830 0.50623648
## C.J. Spiller 0.905891398 0.524873498 -1.43076490
## Christine Michael 0.252016951 -0.489691789 0.23767484
## George Atkinson III 0.597342076 -0.706550097 0.10920802
## DuJuan Harris 0.929110229 -0.176903349 -0.75220688
## Josh Harris 0.911082319 -0.300877157 -0.61020516
## Isaiah Crowell -0.053422625 -0.107995494 0.16141812
## Dri Archer 1.870361672 -0.283451969 -1.58690970
## Taiwan Jones 1.286336785 -0.305822761 -0.98051402
## DeAngelo Williams 0.197128496 0.845957343 -1.04308584
## LeSean McCoy 0.304316820 0.969806940 -1.27412376
## Mike James -0.306366103 -0.096076345 0.40244245
## Chris Thompson 1.068023281 0.123413606 -1.19143689
## Jordan Todman 0.788605680 0.083406172 -0.87201185
## Melvin Gordon 0.755122379 -0.143365883 -0.61175650
## Cyrus Gray 0.545086267 0.239450722 -0.78453699
## Daryl Richardson 0.962712944 0.297273424 -1.25998637
## Kenjon Barner 1.393651503 -0.054695720 -1.33895578
## Ameer Abdullah 0.992968005 0.035018090 -1.02798610
## Dominique Brown -0.567812516 -0.420770525 0.98858304
## Mike Gillislee 0.528267142 -0.432358911 -0.09590823
## Josh Robinson -0.730585620 -0.188529791 0.91911541
## George Winn -0.089263919 -0.672474097 0.76173802
## Mike Davis -0.271800122 -0.236599854 0.50839998
## Kenny Hilliard -0.766467401 -0.369180504 1.13564790
## Kerwynn Williams 0.956039695 -0.064203152 -0.89183654
## Dreamius Smith 0.380870759 -0.999011785 0.61814103
## Ryan Williams 0.397489109 0.186650417 -0.58413953
## Jahwan Edwards -0.509778413 -0.312259452 0.82203786
## James White 0.412683947 -0.240894650 -0.17178930
## Denard Robinson 0.744956192 0.518478071 -1.26343426
## Senorise Perry 1.040394740 -0.250512880 -0.78988186
## Ronnie Hillman 0.753342193 0.553989010 -1.30733120
## Matt Jones -0.559856262 -0.695623965 1.25548023
## Tevin Coleman 0.034572018 -0.585159085 0.55058707
## Karlos Williams -0.031752912 -0.581283634 0.61303655
## David Johnson 0.098832453 -0.406617849 0.30778540
## Chris Polk -0.955675078 0.304420605 0.65125447
## Todd Gurley 0.173741486 -0.813742822 0.64000134
## Malcolm Brown -0.358900535 -0.808241528 1.16714206
## Giovani Bernard 0.440493891 0.499383468 -0.93987736
## Lamar Miller 0.456778027 0.208597847 -0.66537587
## Branden Oliver 0.340120788 -0.134243583 -0.20587720
## Andre Ellington 0.381458544 0.536285739 -0.91774428
## Bishop Sankey 0.533389469 0.213793096 -0.74718257
## Edwin Baker -0.352598996 -0.292417123 0.64501612
## Kapri Bibbs -0.282577839 -0.310860687 0.59343853
## Bryce Brown 0.258208143 -0.198546819 -0.05966132
## Marion Grice 0.328590973 -0.683960553 0.35536958
## Terrence Magee 0.247662146 -0.980019029 0.73235688
## Jeremy Langford -0.336558367 -0.447122268 0.78368064
## Frank Gore -0.985341508 0.881494761 0.10384675
## Zach Zenner -0.741879589 -0.331958538 1.07383813
## David Cobb -0.755093329 -0.104404721 0.85949805
## Michael Dyer -0.680446224 -0.598336548 1.27878277
## Marcus Murphy 0.891969876 -0.105580388 -0.78638949
## T.J. Yeldon 0.221663958 -0.391028921 0.16936496
## Cedric Peerman 0.871937306 0.054975770 -0.92691308
## Charcandrick West 0.938287324 -0.738084157 -0.20020317
## Ryan Mathews -0.068549338 0.217030599 -0.14848126
## C.J. Anderson -0.287634128 -0.194228079 0.48186221
## Darren Sproles 0.463984861 1.156966534 -1.62095139
## Bernard Pierce -0.600744845 0.036184319 0.56456053
## Damien Williams 0.751996532 -0.541039081 -0.21095745
## Thomas Rawls -0.100024001 -0.408577880 0.50860188
## Corey Grant 1.165852137 -0.640236052 -0.52561609
## Dexter McCluster 0.973982103 0.876632669 -1.85061477
## Dion Lewis 0.862953536 0.107764886 -0.97071842
## Rajion Neal -0.336140615 -0.099761008 0.43590162
## Donald Brown -1.181854903 0.223890009 0.95796489
## Vick Ballard -1.024503488 0.054668833 0.96983465
## Benny Cunningham -0.856959549 0.177098878 0.67986067
## Trey Watts 0.399331278 -0.445164424 0.04583315
## Jacquizz Rodgers 0.001258018 0.089597020 -0.09085504
## Roy Helu Jr. 0.121871236 0.277631741 -0.39950298
## Devonta Freeman 0.469133747 0.166497001 -0.63563075
## Tre Mason 0.532744423 -0.008711379 -0.52403304
## Michael Hill 0.532174897 -0.476871138 -0.05530376
## Fozzy Whittaker 0.409545170 0.038185829 -0.44773100
## Bobby Rainey 0.495745044 0.330326418 -0.82607146
## Daniel Herron 0.002859099 0.403411041 -0.40627014
## Trey Williams 1.820533709 -0.661714208 -1.15881950
## Isaiah Pead 0.893685149 0.399796543 -1.29348169
## Arian Foster -1.012609501 0.629048427 0.38356107
## Rashad Jennings -1.276658880 0.425807824 0.85085106
## Charles Sims 0.323779425 0.237628083 -0.56140751## Pass Catching Power Running Awareness Speed Running
## Tim Hightower 1.17090903 0.783938623 0.42020690 -0.944981003
## Jay Ajayi 0.52603867 -0.129759581 -1.09316586 0.170164237
## Doug Martin 0.34187838 -0.513490299 0.40414670 -0.023445571
## Terrance West -0.18387427 -0.294433280 0.14703978 -0.173930100
## Brandon Bolden -0.49509299 0.913069378 0.56961310 0.051623797
## Joique Bell 1.27033377 0.273846640 -0.04603293 -0.865994968
## James Starks 0.62898806 0.019603114 -0.11893493 -0.208358133
## Travaris Cadet 0.82219784 -0.532553713 -0.48989342 -0.401435531
## LaMichael James 0.61483600 -1.786811309 -0.74538975 0.618092125
## Matt Asiata 0.37001954 1.396809266 1.50835138 -1.269997606
## DeMarco Murray 0.05638312 0.055441954 -0.17286822 -0.166941981
## Bilal Powell 0.18647993 -0.452783151 0.51856024 -0.095148484
## Adrian Peterson -1.44594572 0.220043317 0.23856182 0.548387939
## Ross Scheuerman 0.93586449 -0.826193175 -0.80581345 0.012818314
## Reggie Bush 1.26835582 -1.828330227 0.05357672 0.055715693
## Rex Burkhead 0.69233415 -0.822402350 -0.04935481 -0.151995816
## Chris Ivory -1.50857834 1.460927485 1.33426692 -0.384645182
## Matt Forte 0.86872822 -0.847576869 0.58945215 -0.335499494
## Jonas Gray -1.49626466 1.666737804 0.92078486 -0.405316363
## Marshawn Lynch -1.71210873 0.499635736 1.06283344 -0.236660959
## Mark Ingram 0.07655218 0.276077314 0.56389563 -0.225368383
## Alfred Morris -0.89738743 0.977691651 0.95055206 -0.210567377
## James Wilder Jr. -0.49384291 1.622660611 0.31302484 -0.759553557
## Fred Jackson 0.69249979 0.336497991 1.11249705 -1.002217102
## Alfred Blue 0.62515797 0.650746821 0.42172182 -0.681998889
## Justin Forsett 0.45343452 -1.589965502 0.13990145 0.272477711
## Carlos Hyde -0.53401627 0.947714521 0.42426794 -0.234612272
## Stepfan Taylor 0.85546051 0.814629209 0.24327359 -1.034491524
## Jamaal Charles 0.32185840 -1.543047189 0.01812357 0.709549403
## Khiry Robinson -0.58640519 0.905366334 0.64180197 -0.271936074
## John Crockett -0.89954635 0.347476043 -0.76612865 0.412612139
## Darren McFadden 0.93839813 0.309601337 0.64839205 -0.523247168
## Zac Stacy -0.32179273 0.707534748 0.64888596 -0.079463361
## Jonathan Stewart 0.05057246 -0.660261304 0.08490692 -0.329002942
## Robert Turbin 0.48153573 0.270787460 0.19130764 -0.504429469
## Eddie Lacy -0.05186638 0.471733846 0.07471211 -0.230956892
## Zurlon Tipton 0.01251627 1.297684680 0.21636909 -0.377305605
## Ka'Deem Carey 0.46745233 0.448914687 -0.15703809 -0.312594884
## Silas Redd -0.78955476 0.544953308 -0.21367150 0.112464341
## Glenn Winston -0.32036562 1.343511439 -0.51437846 -0.164168628
## Alonzo Harris -0.68457144 1.851753655 0.25626206 -0.257986297
## Tyler Gaffney 0.05174126 1.007351801 0.09418337 -0.117781705
## Duke Johnson 0.43722418 -1.086992335 -0.52265242 0.086656272
## Kendall Hunter -0.73537476 -0.723524350 0.20612812 0.493018030
## Shaun Draughn -0.16315500 0.597270942 0.38754243 -0.669813873
## Orleans Darkwa -0.57487267 1.059316465 0.06649614 0.385203215
## Lance Dunbar 0.64317538 -1.362218016 -0.38690102 0.418440036
## Knile Davis -0.37175963 0.701293743 -0.16709199 0.206937205
## Theo Riddick 1.05656959 -0.831082804 -0.55000997 -0.412257555
## Chase Reynolds 0.26681402 -0.202709738 -0.08072206 -0.640112895
## Darrin Reaves 1.20165957 -1.247743410 -0.60927262 0.203933678
## Jonathan Grimes -0.61963191 0.002154313 -0.13561009 -0.135907109
## Joe Banyard 0.79391239 -0.490273462 -0.76808649 0.106230287
## Antonio Andrews 0.98222793 1.266316180 -0.68078577 -0.471191628
## Lache Seastrunk -0.84895927 -1.057573068 -0.61954539 1.006128000
## Cameron Artis-Payne -1.18515088 0.580265429 -0.38071838 0.754805788
## Le'Veon Bell -0.22913820 -0.515883737 0.11802060 0.124758221
## Latavius Murray -1.05274086 0.796491396 0.52207151 0.255818980
## Jerick McKinnon -1.07894986 -1.272033279 0.41280433 0.667996787
## LeGarrette Blount -1.64295172 1.446866937 1.15637503 -0.234533585
## Shane Vereen 1.17650227 -1.761840711 0.30283302 0.073056928
## Boobie Dixon -0.09749188 1.236263496 0.96243536 -0.951139715
## Montee Ball -0.27361746 0.638216169 0.35214912 -0.171640160
## Trent Richardson 0.05610288 0.508517443 0.68807987 -0.440772810
## Toby Gerhart -0.46684202 0.873602180 0.93172412 -0.109724082
## Andre Williams -1.10061724 1.137559957 0.68239455 -0.491539123
## Javorius Allen 0.44260519 0.538776682 -0.48083222 -0.164552794
## Danny Woodhead 1.32707582 -2.338255847 0.32638416 0.307851774
## Jeremy Hill -0.88267373 0.788684040 0.12133201 0.082478511
## Jeremy Stewart -0.37648626 0.775422762 0.20845887 -0.068461741
## Antone Smith 0.78500616 -2.179183835 -0.13773625 0.530450434
## Joseph Randle 0.75249550 -0.364546285 -0.15232098 -0.528421091
## Juwan Thompson 0.09080081 0.353393987 -0.17957687 -0.452195388
## Lorenzo Taliaferro -0.74105426 1.166107313 -0.16546893 0.126396860
## Storm Johnson 0.50521805 0.853147952 -0.02154722 -0.107863918
## Robert Hughes 0.03236510 1.335996722 0.89135310 -1.058087876
## Jerome Smith -0.71699642 1.279194077 0.53914467 0.016643180
## Stevan Ridley -0.94844104 1.109019273 0.31320509 -0.322662942
## C.J. Spiller 0.32647127 -1.600899324 -0.12452288 0.621579939
## Christine Michael -0.92836776 0.990224339 -0.24257596 0.275550902
## George Atkinson III 0.20424632 0.230765125 -0.27412326 -0.362434625
## DuJuan Harris 0.01267719 -0.647925977 -0.36743073 0.236124169
## Josh Harris -0.29519926 -0.753545732 -0.32910919 0.597895255
## Isaiah Crowell -0.49255652 0.781244192 -0.35380745 0.474230038
## Dri Archer 0.80179340 -1.925059822 -1.00887268 0.725402521
## Taiwan Jones 0.22096603 -0.760738251 -0.68997590 0.082844414
## DeAngelo Williams 0.05120754 -1.883563605 1.08825137 0.226816178
## LeSean McCoy 0.93083122 -1.847589827 0.06157912 0.678559340
## Mike James 0.55960557 0.220127126 0.17564392 -0.322192204
## Chris Thompson -0.62308265 -1.757940257 0.04224938 0.937296344
## Jordan Todman -0.90858772 -0.691798338 0.09445651 0.515268310
## Melvin Gordon -1.68868727 -0.112353772 -0.44031438 0.967767526
## Cyrus Gray 0.89311605 -1.086992788 -0.35696360 0.113026795
## Daryl Richardson 0.51371396 -1.351806255 -0.43544451 0.331525886
## Kenjon Barner 0.60286040 -1.563896122 -1.29434197 0.603015644
## Ameer Abdullah -0.45607494 -0.703901033 -0.82204352 0.741698306
## Dominique Brown 0.41555027 0.799851400 -0.04408798 -0.458725536
## Mike Gillislee -0.18800208 -0.313251956 -0.28293276 0.134641991
## Josh Robinson -0.69673797 1.203172512 0.17809166 -0.092763440
## George Winn -0.11292478 1.028069710 -0.25369480 -0.297084815
## Mike Davis -0.28141281 0.804247992 -0.30405170 0.166332875
## Kenny Hilliard -0.57224341 1.702746365 -0.26406469 -0.252429239
## Kerwynn Williams 0.39888911 -1.182342571 -0.66612233 0.369409464
## Dreamius Smith -0.24962940 0.923653593 -0.52297925 -0.394218782
## Ryan Williams -0.25647909 -0.245221244 -0.44419549 0.384052001
## Jahwan Edwards 0.72888462 0.772633187 -0.17710849 -0.507350696
## James White 0.06231065 -0.426003441 -0.34250033 0.355513429
## Denard Robinson -0.19266058 -1.283499457 -0.06642775 1.029512586
## Senorise Perry 0.78820975 -1.242950316 -0.52892201 0.612242768
## Ronnie Hillman -1.09236916 -1.019290066 0.12927366 1.088026307
## Matt Jones -1.31591380 1.524701542 0.41736309 -0.294262527
## Tevin Coleman -0.39774272 0.682234429 -0.39401309 0.234544606
## Karlos Williams 0.62803286 0.819026421 -0.47261273 -0.552430000
## David Johnson 0.56727482 0.479726714 -0.69149303 -0.106138865
## Chris Polk 0.54216588 0.689176318 0.24379824 0.227762006
## Todd Gurley -1.25156013 0.890526314 -0.40371743 0.242322829
## Malcolm Brown -0.74463766 1.175240266 0.06010272 0.451901155
## Giovani Bernard 0.49737942 -1.591153031 0.06480688 0.440385423
## Lamar Miller -0.62234166 -0.841737092 0.21600878 0.714764649
## Branden Oliver -0.02763999 -0.574997292 -0.02844693 0.139781932
## Andre Ellington 0.90718154 -1.242247730 -0.11516088 0.478198998
## Bishop Sankey -0.25443769 -1.012773673 0.07678083 0.535073570
## Edwin Baker -0.87742039 1.285776126 0.27046052 0.224818098
## Kapri Bibbs -0.76720413 1.213439034 -0.37918251 0.218555466
## Bryce Brown -0.86122678 0.969891260 -0.41508030 0.178180667
## Marion Grice 0.74508363 -0.322812700 -0.83628308 -0.258553872
## Terrence Magee 0.37306668 0.217439220 -0.71406371 -0.771883419
## Jeremy Langford 0.08371479 0.758199835 -0.35351275 0.455060541
## Frank Gore -0.24827415 0.173183617 1.04731033 -0.337045757
## Zach Zenner 0.06984056 1.021288414 0.04704844 -0.162288755
## David Cobb -0.69021238 1.067091431 0.29675035 -0.229574740
## Michael Dyer -1.23816665 1.575504916 0.09157199 0.222585472
## Marcus Murphy 0.93811643 -1.843675209 -0.51163093 0.141642550
## T.J. Yeldon -0.52287129 0.480764349 -0.26669933 -0.108431049
## Cedric Peerman 0.68484921 -1.238496551 -0.08447683 0.108272520
## Charcandrick West -0.10011700 0.101738537 -1.00810232 0.243142027
## Ryan Mathews 0.12035702 0.189975080 -0.13718298 0.104635093
## C.J. Anderson -0.65568555 0.403164194 0.30362032 -0.360478340
## Darren Sproles 1.13972937 -2.525252901 0.33896722 0.538956420
## Bernard Pierce -0.61978138 0.707745218 0.86973056 -0.043279156
## Damien Williams 0.50278692 -0.333106900 -0.83002080 -0.092091605
## Thomas Rawls -0.82336590 0.988927342 -0.46539726 0.467138099
## Corey Grant 0.55501410 -1.038981340 -0.52652020 0.342929045
## Dexter McCluster 1.41614542 -2.397981150 -0.30008031 0.452753124
## Dion Lewis -0.95986128 -0.629368677 -0.14429304 0.648017907
## Rajion Neal 0.32410428 0.995707322 0.05406192 -0.750885709
## Donald Brown 1.07432133 0.422772403 1.08042144 -0.852871392
## Vick Ballard -0.60236665 1.097197105 0.94620186 -0.316703166
## Benny Cunningham -0.42162722 0.908856205 0.75855507 -0.001456277
## Trey Watts 0.44380713 -0.262116587 -1.03787122 0.013681092
## Jacquizz Rodgers 0.74217176 -0.185563875 0.14495306 -0.552928089
## Roy Helu Jr. 0.53395857 -0.660768427 0.42913594 -0.310188499
## Devonta Freeman -0.04817446 -0.615717207 -0.19825661 0.334317065
## Tre Mason -0.67957170 -0.214773038 -0.22904272 0.494597811
## Michael Hill 0.21268062 -0.245836645 -0.51920225 -0.044661100
## Fozzy Whittaker 0.60013959 -0.727909821 0.06306522 -0.139562005
## Bobby Rainey 0.61942361 -0.914724737 -0.26700411 0.054498195
## Daniel Herron 0.19129129 0.018578397 -0.13223545 -0.094827058
## Trey Williams 0.09967811 -1.524463749 -0.72842769 0.311189737
## Isaiah Pead 1.60379751 -1.422363390 -0.76135310 0.488290129
## Arian Foster -0.32621755 0.280762207 0.83607056 -0.329496011
## Rashad Jennings 0.56993062 0.671987033 0.85865921 -0.672141264
## Charles Sims 0.99189451 -0.705114315 -0.48586947 -0.104749501
## Shiftiness
## Tim Hightower -1.430073555
## Jay Ajayi 0.526722535
## Doug Martin -0.209089210
## Terrance West 0.505197873
## Brandon Bolden -1.039213292
## Joique Bell -0.632152517
## James Starks -0.321298118
## Travaris Cadet 0.601684824
## LaMichael James 1.299272935
## Matt Asiata -2.005182584
## DeMarco Murray 0.227985125
## Bilal Powell -0.157108536
## Adrian Peterson 0.438952649
## Ross Scheuerman 0.683323829
## Reggie Bush 0.450681990
## Rex Burkhead 0.331418826
## Chris Ivory -0.901970881
## Matt Forte -0.275104006
## Jonas Gray -0.685941637
## Marshawn Lynch 0.386300514
## Mark Ingram -0.691156742
## Alfred Morris -0.820288898
## James Wilder Jr. -0.682288990
## Fred Jackson -1.139277730
## Alfred Blue -1.015627722
## Justin Forsett 0.724151820
## Carlos Hyde -0.603353925
## Stepfan Taylor -0.878871782
## Jamaal Charles 0.493515820
## Khiry Robinson -0.688827038
## John Crockett 0.905586820
## Darren McFadden -1.373144342
## Zac Stacy -0.955164620
## Jonathan Stewart 0.853784873
## Robert Turbin -0.439201361
## Eddie Lacy -0.263622693
## Zurlon Tipton -1.149264434
## Ka'Deem Carey -0.446734051
## Silas Redd 0.345808607
## Glenn Winston -0.344598733
## Alonzo Harris -1.165457981
## Tyler Gaffney -1.035494727
## Duke Johnson 1.085764306
## Kendall Hunter 0.759752965
## Shaun Draughn -0.151844490
## Orleans Darkwa -0.936143150
## Lance Dunbar 0.687503614
## Knile Davis -0.369379332
## Theo Riddick 0.736780738
## Chase Reynolds 0.656730670
## Darrin Reaves 0.451422784
## Jonathan Grimes 0.888994789
## Joe Banyard 0.358217269
## Antonio Andrews -1.096566712
## Lache Seastrunk 1.519949725
## Cameron Artis-Payne 0.230798043
## Le'Veon Bell 0.502243119
## Latavius Murray -0.521641022
## Jerick McKinnon 1.270182018
## LeGarrette Blount -0.725756653
## Shane Vereen 0.209448497
## Boobie Dixon -1.150067264
## Montee Ball -0.545107673
## Trent Richardson -0.811927378
## Toby Gerhart -1.228760196
## Andre Williams -0.227798147
## Javorius Allen -0.335996859
## Danny Woodhead 0.376944097
## Jeremy Hill -0.109820827
## Jeremy Stewart -0.538933627
## Antone Smith 1.001463488
## Joseph Randle 0.292792857
## Juwan Thompson 0.187577466
## Lorenzo Taliaferro -0.385980979
## Storm Johnson -1.228954867
## Robert Hughes -1.201627049
## Jerome Smith -1.117985507
## Stevan Ridley -0.151120387
## C.J. Spiller 0.777370992
## Christine Michael -0.094831515
## George Atkinson III 0.201546443
## DuJuan Harris 0.766555343
## Josh Harris 0.779958931
## Isaiah Crowell -0.409110267
## Dri Archer 1.406736573
## Taiwan Jones 1.146903708
## DeAngelo Williams 0.517288512
## LeSean McCoy 0.176620147
## Mike James -0.633184406
## Chris Thompson 1.401477183
## Jordan Todman 0.990661241
## Melvin Gordon 1.273587901
## Cyrus Gray 0.437813542
## Daryl Richardson 0.942010922
## Kenjon Barner 1.652362051
## Ameer Abdullah 1.240321194
## Dominique Brown -0.712588154
## Mike Gillislee 0.649544813
## Josh Robinson -0.591762760
## George Winn -0.364365321
## Mike Davis -0.385116355
## Kenny Hilliard -0.614009033
## Kerwynn Williams 1.080166330
## Dreamius Smith 0.243173837
## Ryan Williams 0.561843825
## Jahwan Edwards -0.817058624
## James White 0.350679685
## Denard Robinson 0.513075200
## Senorise Perry 0.371419812
## Ronnie Hillman 0.894359258
## Matt Jones -0.331888310
## Tevin Coleman -0.125023227
## Karlos Williams -0.422016559
## David Johnson -0.249369641
## Chris Polk -1.702902446
## Todd Gurley 0.522428421
## Malcolm Brown -0.942606488
## Giovani Bernard 0.588581301
## Lamar Miller 0.533305330
## Branden Oliver 0.491302276
## Andre Ellington -0.027971925
## Bishop Sankey 0.655356959
## Edwin Baker -0.903634347
## Kapri Bibbs -0.285607853
## Bryce Brown 0.128235152
## Marion Grice 0.672566023
## Terrence Magee 0.895441220
## Jeremy Langford -0.943462418
## Frank Gore -0.635174044
## Zach Zenner -0.975888659
## David Cobb -0.444054659
## Michael Dyer -0.651495724
## Marcus Murphy 1.275547161
## T.J. Yeldon 0.417237322
## Cedric Peerman 0.529851652
## Charcandrick West 0.763338760
## Ryan Mathews -0.277784212
## C.J. Anderson 0.309379377
## Darren Sproles 0.507599884
## Bernard Pierce -0.914415247
## Damien Williams 0.752432381
## Thomas Rawls -0.167302285
## Corey Grant 0.667558396
## Dexter McCluster 0.829162921
## Dion Lewis 1.085505088
## Rajion Neal -0.622987809
## Donald Brown -1.724643790
## Vick Ballard -1.124329149
## Benny Cunningham -1.244327779
## Trey Watts 0.842499587
## Jacquizz Rodgers -0.148632851
## Roy Helu Jr. 0.007862412
## Devonta Freeman 0.527831212
## Tre Mason 0.628789640
## Michael Hill 0.597019380
## Fozzy Whittaker 0.204267024
## Bobby Rainey 0.507807044
## Daniel Herron 0.017192816
## Trey Williams 1.842023597
## Isaiah Pead 0.091628847
## Arian Foster -0.461119202
## Rashad Jennings -1.428435600
## Charles Sims 0.303838774## K-means clustering with 5 clusters of sizes 38, 22, 23, 37, 43
##
## Cluster means:
## Speed Running Awareness And Receiving Power Running
## 1 0.2251098 0.02847012 -0.2535800
## 2 0.6065533 0.57016870 -1.1767220
## 3 1.1131197 -0.23759261 -0.8755271
## 4 -0.1967411 -0.45771916 0.6544603
## 5 -0.9353646 0.20406192 0.7313027
##
## Clustering vector:
## Tim Hightower Jay Ajayi Doug Martin
## 5 1 1
## Terrance West Brandon Bolden Joique Bell
## 1 5 5
## James Starks Travaris Cadet LaMichael James
## 1 1 3
## Matt Asiata DeMarco Murray Bilal Powell
## 5 1 1
## Adrian Peterson Ross Scheuerman Reggie Bush
## 1 3 2
## Rex Burkhead Chris Ivory Matt Forte
## 1 5 1
## Jonas Gray Marshawn Lynch Mark Ingram
## 5 5 5
## Alfred Morris James Wilder Jr. Fred Jackson
## 5 5 5
## Alfred Blue Justin Forsett Carlos Hyde
## 5 2 5
## Stepfan Taylor Jamaal Charles Khiry Robinson
## 5 2 5
## John Crockett Darren McFadden Zac Stacy
## 4 5 5
## Jonathan Stewart Robert Turbin Eddie Lacy
## 1 4 5
## Zurlon Tipton Ka'Deem Carey Silas Redd
## 5 5 4
## Glenn Winston Alonzo Harris Tyler Gaffney
## 4 4 4
## Duke Johnson Kendall Hunter Shaun Draughn
## 3 2 5
## Orleans Darkwa Lance Dunbar Knile Davis
## 4 2 1
## Theo Riddick Chase Reynolds Darrin Reaves
## 1 1 3
## Jonathan Grimes Joe Banyard Antonio Andrews
## 1 1 5
## Lache Seastrunk Cameron Artis-Payne Le'Veon Bell
## 3 4 1
## Latavius Murray Jerick McKinnon LeGarrette Blount
## 4 3 5
## Shane Vereen Boobie Dixon Montee Ball
## 2 5 4
## Trent Richardson Toby Gerhart Andre Williams
## 5 5 4
## Javorius Allen Danny Woodhead Jeremy Hill
## 4 2 5
## Jeremy Stewart Antone Smith Joseph Randle
## 4 2 1
## Juwan Thompson Lorenzo Taliaferro Storm Johnson
## 4 4 5
## Robert Hughes Jerome Smith Stevan Ridley
## 5 5 5
## C.J. Spiller Christine Michael George Atkinson III
## 2 4 1
## DuJuan Harris Josh Harris Isaiah Crowell
## 3 3 1
## Dri Archer Taiwan Jones DeAngelo Williams
## 3 3 2
## LeSean McCoy Mike James Chris Thompson
## 2 4 3
## Jordan Todman Melvin Gordon Cyrus Gray
## 3 3 2
## Daryl Richardson Kenjon Barner Ameer Abdullah
## 2 3 3
## Dominique Brown Mike Gillislee Josh Robinson
## 4 1 5
## George Winn Mike Davis Kenny Hilliard
## 4 4 5
## Kerwynn Williams Dreamius Smith Ryan Williams
## 3 4 1
## Jahwan Edwards James White Denard Robinson
## 4 1 2
## Senorise Perry Ronnie Hillman Matt Jones
## 3 2 4
## Tevin Coleman Karlos Williams David Johnson
## 4 4 4
## Chris Polk Todd Gurley Malcolm Brown
## 5 4 4
## Giovani Bernard Lamar Miller Branden Oliver
## 2 1 1
## Andre Ellington Bishop Sankey Edwin Baker
## 2 2 4
## Kapri Bibbs Bryce Brown Marion Grice
## 4 1 4
## Terrence Magee Jeremy Langford Frank Gore
## 4 4 5
## Zach Zenner David Cobb Michael Dyer
## 5 5 4
## Marcus Murphy T.J. Yeldon Cedric Peerman
## 3 1 3
## Charcandrick West Ryan Mathews C.J. Anderson
## 3 1 4
## Darren Sproles Bernard Pierce Damien Williams
## 2 5 1
## Thomas Rawls Corey Grant Dexter McCluster
## 4 3 2
## Dion Lewis Rajion Neal Donald Brown
## 3 4 5
## Vick Ballard Benny Cunningham Trey Watts
## 5 5 1
## Jacquizz Rodgers Roy Helu Jr. Devonta Freeman
## 1 1 1
## Tre Mason Michael Hill Fozzy Whittaker
## 1 1 1
## Bobby Rainey Daniel Herron Trey Williams
## 2 1 3
## Isaiah Pead Arian Foster Rashad Jennings
## 2 5 5
## Charles Sims
## 1
##
## Within cluster sum of squares by cluster:
## [1] 8.718131 4.976049 6.746697 8.649167 13.975327
## (between_SS / total_SS = 81.1 %)
##
## Available components:
##
## [1] "cluster" "centers" "totss" "withinss"
## [5] "tot.withinss" "betweenss" "size" "iter"
## [9] "ifault"## K-means clustering with 5 clusters of sizes 17, 28, 39, 28, 51
##
## Cluster means:
## Pass Catching Power Running Awareness Speed Running Shiftiness
## 1 -0.7883107 -0.6767317 -0.1256618 0.6624797 0.9282245
## 2 0.7635040 -1.6155037 -0.2660846 0.3878722 0.7302121
## 3 0.3636095 -0.3527974 -0.2884271 -0.1092195 0.3868345
## 4 0.4856345 0.7211306 0.3353202 -0.5515067 -0.9905786
## 5 -0.7010856 0.9863918 0.2244375 -0.0474672 -0.4622765
##
## Clustering vector:
## Tim Hightower Jay Ajayi Doug Martin
## 4 3 3
## Terrance West Brandon Bolden Joique Bell
## 3 5 4
## James Starks Travaris Cadet LaMichael James
## 3 3 2
## Matt Asiata DeMarco Murray Bilal Powell
## 4 3 3
## Adrian Peterson Ross Scheuerman Reggie Bush
## 1 3 2
## Rex Burkhead Chris Ivory Matt Forte
## 3 5 3
## Jonas Gray Marshawn Lynch Mark Ingram
## 5 5 4
## Alfred Morris James Wilder Jr. Fred Jackson
## 5 5 4
## Alfred Blue Justin Forsett Carlos Hyde
## 4 2 5
## Stepfan Taylor Jamaal Charles Khiry Robinson
## 4 2 5
## John Crockett Darren McFadden Zac Stacy
## 1 4 5
## Jonathan Stewart Robert Turbin Eddie Lacy
## 3 4 5
## Zurlon Tipton Ka'Deem Carey Silas Redd
## 4 4 5
## Glenn Winston Alonzo Harris Tyler Gaffney
## 5 5 4
## Duke Johnson Kendall Hunter Shaun Draughn
## 2 1 5
## Orleans Darkwa Lance Dunbar Knile Davis
## 5 2 5
## Theo Riddick Chase Reynolds Darrin Reaves
## 3 3 2
## Jonathan Grimes Joe Banyard Antonio Andrews
## 1 3 4
## Lache Seastrunk Cameron Artis-Payne Le'Veon Bell
## 1 5 3
## Latavius Murray Jerick McKinnon LeGarrette Blount
## 5 1 5
## Shane Vereen Boobie Dixon Montee Ball
## 2 4 5
## Trent Richardson Toby Gerhart Andre Williams
## 4 5 5
## Javorius Allen Danny Woodhead Jeremy Hill
## 4 2 5
## Jeremy Stewart Antone Smith Joseph Randle
## 5 2 3
## Juwan Thompson Lorenzo Taliaferro Storm Johnson
## 3 5 4
## Robert Hughes Jerome Smith Stevan Ridley
## 4 5 5
## C.J. Spiller Christine Michael George Atkinson III
## 2 5 3
## DuJuan Harris Josh Harris Isaiah Crowell
## 3 1 5
## Dri Archer Taiwan Jones DeAngelo Williams
## 2 3 2
## LeSean McCoy Mike James Chris Thompson
## 2 4 1
## Jordan Todman Melvin Gordon Cyrus Gray
## 1 1 2
## Daryl Richardson Kenjon Barner Ameer Abdullah
## 2 2 1
## Dominique Brown Mike Gillislee Josh Robinson
## 4 3 5
## George Winn Mike Davis Kenny Hilliard
## 5 5 5
## Kerwynn Williams Dreamius Smith Ryan Williams
## 2 5 3
## Jahwan Edwards James White Denard Robinson
## 4 3 1
## Senorise Perry Ronnie Hillman Matt Jones
## 2 1 5
## Tevin Coleman Karlos Williams David Johnson
## 5 4 3
## Chris Polk Todd Gurley Malcolm Brown
## 4 5 5
## Giovani Bernard Lamar Miller Branden Oliver
## 2 1 3
## Andre Ellington Bishop Sankey Edwin Baker
## 2 1 5
## Kapri Bibbs Bryce Brown Marion Grice
## 5 5 3
## Terrence Magee Jeremy Langford Frank Gore
## 3 5 4
## Zach Zenner David Cobb Michael Dyer
## 4 5 5
## Marcus Murphy T.J. Yeldon Cedric Peerman
## 2 5 2
## Charcandrick West Ryan Mathews C.J. Anderson
## 3 3 5
## Darren Sproles Bernard Pierce Damien Williams
## 2 5 3
## Thomas Rawls Corey Grant Dexter McCluster
## 5 2 2
## Dion Lewis Rajion Neal Donald Brown
## 1 4 4
## Vick Ballard Benny Cunningham Trey Watts
## 5 5 3
## Jacquizz Rodgers Roy Helu Jr. Devonta Freeman
## 3 3 3
## Tre Mason Michael Hill Fozzy Whittaker
## 1 3 3
## Bobby Rainey Daniel Herron Trey Williams
## 3 3 2
## Isaiah Pead Arian Foster Rashad Jennings
## 2 5 4
## Charles Sims
## 3
##
## Within cluster sum of squares by cluster:
## [1] 12.99435 22.11542 25.94120 24.17777 43.53660
## (between_SS / total_SS = 71.3 %)
##
## Available components:
##
## [1] "cluster" "centers" "totss" "withinss"
## [5] "tot.withinss" "betweenss" "size" "iter"
## [9] "ifault"##
## Call:
## lm(formula = HBClusterReducedReg[, 1] ~ HBClusterReducedReg[,
## 2] + HBClusterReducedReg[, 3] + HBClusterReducedReg[, 4],
## data = HBClusterReducedReg)
##
## Residuals:
## Min 1Q Median 3Q Max
## -0.074421 -0.035234 0.004775 0.032321 0.070310
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 2.506e-16 3.102e-03 0.0 1
## HBClusterReducedReg[, 2] 6.311e-01 5.676e-03 111.2 <2e-16 ***
## HBClusterReducedReg[, 3] 7.657e-01 4.748e-03 161.3 <2e-16 ***
## HBClusterReducedReg[, 4] 6.699e-01 5.195e-03 128.9 <2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.0396 on 159 degrees of freedom
## Multiple R-squared: 0.9985, Adjusted R-squared: 0.9984
## F-statistic: 3.46e+04 on 3 and 159 DF, p-value: < 2.2e-16##
## Call:
## lm(formula = HBClusterFullReg[, 1] ~ HBClusterFullReg[, 2] +
## HBClusterFullReg[, 3] + HBClusterFullReg[, 4] + HBClusterFullReg[,
## 5] + HBClusterFullReg[, 6], data = HBClusterFullReg)
##
## Residuals:
## Min 1Q Median 3Q Max
## -0.126265 -0.033052 0.004581 0.035138 0.092741
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 2.777e-16 3.592e-03 0.00 1
## HBClusterFullReg[, 2] 7.371e-02 4.541e-03 16.23 <2e-16 ***
## HBClusterFullReg[, 3] 4.089e-01 5.385e-03 75.92 <2e-16 ***
## HBClusterFullReg[, 4] 6.702e-01 6.345e-03 105.62 <2e-16 ***
## HBClusterFullReg[, 5] 5.564e-01 9.264e-03 60.06 <2e-16 ***
## HBClusterFullReg[, 6] 3.509e-01 6.748e-03 51.99 <2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.04586 on 157 degrees of freedom
## Multiple R-squared: 0.998, Adjusted R-squared: 0.9979
## F-statistic: 1.547e+04 on 5 and 157 DF, p-value: < 2.2e-16## Pass Catching Power Running Awareness Speed Running Shiftiness
## 1 -0.7883107 -0.6767317 -0.1256618 0.6624797 0.9282245
## 2 0.7635040 -1.6155037 -0.2660846 0.3878722 0.7302121
## 3 0.3636095 -0.3527974 -0.2884271 -0.1092195 0.3868345
## 4 0.4856345 0.7211306 0.3353202 -0.5515067 -0.9905786
## 5 -0.7010856 0.9863918 0.2244375 -0.0474672 -0.4622765## Speed Running Awareness And Receiving Power Running
## 1 0.2251098 0.02847012 -0.2535800
## 2 0.6065533 0.57016870 -1.1767220
## 3 1.1131197 -0.23759261 -0.8755271
## 4 -0.1967411 -0.45771916 0.6544603
## 5 -0.9353646 0.20406192 0.7313027## Balanced HB Backfield Receiver Pure Speed Back
## Tim Hightower 42.51021 40.51479 35.61662
## Jay Ajayi 46.59440 47.82872 49.32322
## Doug Martin 61.91857 62.54215 61.51704
## Terrance West 50.09714 51.18022 51.77486
## Brandon Bolden 48.20370 44.99583 43.78267
## Joique Bell 64.37547 65.19096 60.12533
## James Starks 60.45022 61.50114 59.69030
## Travaris Cadet 43.80859 47.15314 46.14482
## LaMichael James 35.42915 43.57877 45.80933
## Matt Asiata 39.84641 32.86588 28.29346
## DeMarco Murray 91.52164 92.21259 91.17251
## Bilal Powell 50.09839 51.70810 49.31650
## Adrian Peterson 92.41349 93.16604 92.52646
## Ross Scheuerman 31.12852 31.92000 36.67475
## Reggie Bush 69.62329 76.14173 73.91902
## Rex Burkhead 45.81349 48.95836 46.81842
## Chris Ivory 62.98085 56.21517 54.74850
## Matt Forte 86.57413 87.56574 85.64263
## Jonas Gray 43.32714 35.52791 36.02128
## Marshawn Lynch 92.74867 92.44856 91.18361
## Mark Ingram 71.93903 70.05375 68.19659
## Alfred Morris 72.01611 68.83869 64.67673
## James Wilder Jr. 22.54853 16.41234 17.11543
## Fred Jackson 68.87668 67.04910 61.93480
## Alfred Blue 49.19601 45.25545 43.46320
## Justin Forsett 81.55503 85.17512 83.60373
## Carlos Hyde 56.30801 52.34546 50.87232
## Stepfan Taylor 43.62160 39.13118 37.26258
## Jamaal Charles 91.68063 94.13719 93.18496
## Khiry Robinson 49.43354 45.50233 44.40972
## John Crockett 37.33263 34.58065 38.79337
## Darren McFadden 54.93731 53.50524 49.93007
## Zac Stacy 53.50182 51.04425 48.57655
## Jonathan Stewart 76.28006 78.01508 77.97064
## Robert Turbin 60.34177 58.57496 58.04174
## Eddie Lacy 85.19076 85.02595 82.62454
## Zurlon Tipton 35.41640 30.65066 30.07456
## Ka'Deem Carey 49.93724 48.21710 46.58891
## Silas Redd 42.98324 41.12194 41.92323
## Glenn Winston 25.45592 20.57880 22.32179
## Alonzo Harris 16.85009 12.28642 13.87179
## Tyler Gaffney 35.75111 32.08891 32.40458
## Duke Johnson 50.94696 54.54381 56.66579
## Kendall Hunter 52.33388 56.74072 56.10424
## Shaun Draughn 41.73573 40.27123 39.00406
## Orleans Darkwa 39.02470 36.44791 37.13493
## Lance Dunbar 54.98524 60.88383 61.17206
## Knile Davis 67.14974 66.59049 66.62559
## Theo Riddick 55.11426 58.66378 58.57001
## Chase Reynolds 37.37470 38.22839 38.96115
## Darrin Reaves 29.12124 31.72006 33.68930
## Jonathan Grimes 43.75950 44.48914 45.97899
## Joe Banyard 41.68339 42.91895 45.15369
## Antonio Andrews 22.57394 19.38706 17.91759
## Lache Seastrunk 35.38403 40.28772 44.60128
## Cameron Artis-Payne 38.77410 35.84846 38.27007
## Le'Veon Bell 91.83738 91.95457 92.02312
## Latavius Murray 60.31600 56.26795 58.39125
## Jerick McKinnon 60.73533 63.43872 67.28726
## LeGarrette Blount 64.51306 59.40926 56.78692
## Shane Vereen 69.49356 73.69629 71.49333
## Boobie Dixon 42.01842 36.43615 33.54666
## Montee Ball 55.06696 51.97341 51.70450
## Trent Richardson 51.59965 48.71624 47.55685
## Toby Gerhart 47.18628 43.92795 41.55579
## Andre Williams 48.12232 43.76226 44.45616
## Javorius Allen 42.90141 39.61404 41.65278
## Danny Woodhead 64.41379 72.04535 69.23630
## Jeremy Hill 78.21059 77.39792 76.11076
## Jeremy Stewart 38.86711 35.76131 36.52613
## Antone Smith 58.40655 66.04417 66.26426
## Joseph Randle 54.75771 56.23889 55.27410
## Juwan Thompson 47.50195 45.51924 47.75613
## Lorenzo Taliaferro 46.70706 42.79629 42.97510
## Storm Johnson 38.19686 35.26189 33.16117
## Robert Hughes 23.75561 20.00708 17.73575
## Jerome Smith 31.20308 28.05297 26.17809
## Stevan Ridley 55.98607 53.57330 51.26588
## C.J. Spiller 73.46871 79.58128 78.76814
## Christine Michael 56.78082 55.12307 57.74193
## George Atkinson III 29.49536 28.47225 32.11989
## DuJuan Harris 48.36122 52.15109 54.32341
## Josh Harris 34.26927 37.01369 39.62758
## Isaiah Crowell 50.59295 49.65134 50.07782
## Dri Archer 40.35611 48.33798 52.38476
## Taiwan Jones 36.21214 40.88253 44.12533
## DeAngelo Williams 62.44122 68.18475 64.84159
## LeSean McCoy 83.52927 87.78252 85.58315
## Mike James 45.59124 43.41665 43.41892
## Chris Thompson 40.19164 46.45466 47.43149
## Jordan Todman 51.89794 56.51768 57.26578
## Melvin Gordon 63.47926 66.34422 67.94763
## Cyrus Gray 33.32102 37.34903 37.04184
## Daryl Richardson 39.90025 46.66524 46.67960
## Kenjon Barner 37.44725 44.22992 46.50005
## Ameer Abdullah 53.74542 59.09488 60.33974
## Dominique Brown 28.76446 24.21062 25.11017
## Mike Gillislee 36.21534 36.33185 38.98537
## Josh Robinson 32.14774 27.80671 27.65216
## George Winn 37.80965 33.52543 36.31718
## Mike Davis 42.83132 40.02368 40.71178
## Kenny Hilliard 21.06486 16.81142 17.19669
## Kerwynn Williams 47.97528 52.59540 54.28170
## Dreamius Smith 21.63042 18.72711 22.44804
## Ryan Williams 49.41178 52.63834 52.34641
## Jahwan Edwards 29.38931 25.55832 26.13828
## James White 42.01517 42.69244 44.39584
## Denard Robinson 54.42771 61.36231 60.07506
## Senorise Perry 27.77393 31.16430 33.58268
## Ronnie Hillman 54.08663 61.28405 59.84725
## Matt Jones 40.21821 33.42849 35.67604
## Tevin Coleman 52.46413 49.06373 51.84594
## Karlos Williams 36.84000 33.37802 35.84458
## David Johnson 41.00406 39.09439 41.07354
## Chris Polk 50.09891 46.95203 44.15616
## Todd Gurley 65.95736 62.14295 65.94032
## Malcolm Brown 31.56235 25.74458 28.44276
## Giovani Bernard 76.00983 79.98839 78.78079
## Lamar Miller 76.26988 79.01966 78.79615
## Branden Oliver 61.27610 62.19652 63.26128
## Andre Ellington 61.49537 66.44876 64.65037
## Bishop Sankey 56.58194 60.59221 60.37865
## Edwin Baker 32.05740 28.86432 29.59790
## Kapri Bibbs 28.67080 25.85220 26.70233
## Bryce Brown 46.61497 46.75334 48.05389
## Marion Grice 40.90973 38.52798 42.09038
## Terrence Magee 34.22299 30.00526 34.43983
## Jeremy Langford 43.07648 38.69322 40.23469
## Frank Gore 71.96779 72.16032 67.30831
## Zach Zenner 31.10413 26.06233 26.44581
## David Cobb 39.93240 35.55315 34.98283
## Michael Dyer 26.49588 20.91236 22.23508
## Marcus Murphy 30.76914 34.40976 36.07811
## T.J. Yeldon 48.21838 46.98903 49.13522
## Cedric Peerman 48.16979 53.07749 54.08702
## Charcandrick West 29.08365 29.43080 33.71770
## Ryan Mathews 76.23323 76.97806 76.12151
## C.J. Anderson 77.03248 74.92955 75.31720
## Darren Sproles 73.88600 81.01509 77.63634
## Bernard Pierce 44.35586 41.47259 40.45530
## Damien Williams 44.66783 45.29502 48.90636
## Thomas Rawls 30.06184 27.47548 28.96793
## Corey Grant 16.50820 17.91169 21.15033
## Dexter McCluster 50.76939 61.10070 58.50776
## Dion Lewis 43.52218 48.68123 49.43504
## Rajion Neal 29.99309 27.95698 27.93685
## Donald Brown 49.97899 45.16122 42.42792
## Vick Ballard 42.42078 37.54379 35.89379
## Benny Cunningham 47.37197 43.98145 41.93854
## Trey Watts 38.33017 37.72782 40.28625
## Jacquizz Rodgers 57.34507 57.89019 57.48138
## Roy Helu Jr. 58.53395 60.80412 59.72247
## Devonta Freeman 55.40822 58.83246 58.74074
## Tre Mason 65.55759 68.05169 68.77987
## Michael Hill 35.98211 35.86201 38.70966
## Fozzy Whittaker 38.28802 40.58620 40.99337
## Bobby Rainey 55.28762 59.82557 59.02830
## Daniel Herron 54.35961 56.82020 54.96122
## Trey Williams 21.42798 25.66175 30.50728
## Isaiah Pead 36.40316 43.29764 42.74139
## Arian Foster 86.18060 85.35676 82.67101
## Rashad Jennings 63.94993 60.04783 56.28183
## Charles Sims 48.24523 51.39833 50.76063
## Power Running Back Goal Line Back
## Tim Hightower 45.74200 52.24870
## Jay Ajayi 44.84112 42.74760
## Doug Martin 61.26505 62.21294
## Terrance West 48.64937 47.60379
## Brandon Bolden 52.43352 54.91882
## Joique Bell 64.01049 69.24407
## James Starks 59.35732 61.04954
## Travaris Cadet 39.78095 39.76786
## LaMichael James 25.80981 21.58947
## Matt Asiata 49.81999 58.21622
## DeMarco Murray 90.73701 91.71251
## Bilal Powell 48.38620 50.54002
## Adrian Peterson 91.47336 91.99428
## Ross Scheuerman 29.53854 24.44764
## Reggie Bush 60.78955 61.22540
## Rex Burkhead 42.16297 43.48252
## Chris Ivory 71.13228 74.52151
## Matt Forte 85.52015 87.36354
## Jonas Gray 53.45191 55.62952
## Marshawn Lynch 93.26237 94.49603
## Mark Ingram 74.46291 76.92477
## Alfred Morris 76.26822 80.96198
## James Wilder Jr. 31.74532 33.37777
## Fred Jackson 71.74694 77.29584
## Alfred Blue 54.42099 57.79061
## Justin Forsett 76.53642 77.27555
## Carlos Hyde 61.40883 64.29127
## Stepfan Taylor 49.66779 53.46133
## Jamaal Charles 87.77300 88.25271
## Khiry Robinson 54.54869 57.12434
## John Crockett 40.31843 36.44678
## Darren McFadden 57.20980 61.62897
## Zac Stacy 56.91215 60.46643
## Jonathan Stewart 73.99179 73.40281
## Robert Turbin 62.61236 63.78689
## Eddie Lacy 85.69669 88.10664
## Zurlon Tipton 41.85577 44.37031
## Ka'Deem Carey 52.32824 54.75838
## Silas Redd 45.24675 44.97439
## Glenn Winston 32.09663 31.65904
## Alonzo Harris 23.67889 23.20397
## Tyler Gaffney 40.52115 41.47354
## Duke Johnson 46.11031 42.48037
## Kendall Hunter 46.82002 46.02542
## Shaun Draughn 43.77554 45.76087
## Orleans Darkwa 42.25226 42.35853
## Lance Dunbar 47.35139 44.94941
## Knile Davis 67.84598 67.99692
## Theo Riddick 50.58847 49.45611
## Chase Reynolds 36.20889 35.11179
## Darrin Reaves 25.75165 23.01324
## Jonathan Grimes 42.64291 40.73246
## Joe Banyard 39.84087 36.97593
## Antonio Andrews 27.23586 30.65979
## Lache Seastrunk 29.02096 23.51616
## Cameron Artis-Payne 42.22321 40.43233
## Le'Veon Bell 91.67807 91.55636
## Latavius Murray 65.00026 64.04809
## Jerick McKinnon 56.69674 51.03778
## LeGarrette Blount 70.90511 74.94660
## Shane Vereen 64.13257 65.32750
## Boobie Dixon 49.70869 55.21641
## Montee Ball 58.96348 60.29755
## Trent Richardson 55.38205 57.65813
## Toby Gerhart 51.64952 55.49354
## Andre Williams 53.56101 54.27295
## Javorius Allen 46.84127 45.63237
## Danny Woodhead 54.35560 55.08949
## Jeremy Hill 79.37420 80.96479
## Jeremy Stewart 42.78385 42.98552
## Antone Smith 48.29198 45.26490
## Joseph Randle 53.00824 53.59530
## Juwan Thompson 49.71301 47.85714
## Lorenzo Taliaferro 51.66306 52.81430
## Storm Johnson 42.30133 45.91497
## Robert Hughes 29.38188 34.33900
## Jerome Smith 35.66749 39.28545
## Stevan Ridley 59.30298 62.62528
## C.J. Spiller 64.75172 63.38144
## Christine Michael 58.50950 56.12298
## George Atkinson III 30.31933 26.65456
## DuJuan Harris 43.31128 39.62580
## Josh Harris 30.59652 27.08554
## Isaiah Crowell 51.72449 51.56592
## Dri Archer 30.38074 24.25552
## Taiwan Jones 30.21321 25.65269
## DeAngelo Williams 55.27695 57.26006
## LeSean McCoy 77.35143 78.85476
## Mike James 48.35564 49.10866
## Chris Thompson 32.52689 29.60805
## Jordan Todman 45.93294 43.49457
## Melvin Gordon 59.52172 56.51905
## Cyrus Gray 28.53776 27.58949
## Daryl Richardson 31.79205 29.69354
## Kenjon Barner 29.16373 25.02498
## Ameer Abdullah 46.73156 43.43722
## Dominique Brown 34.89287 35.47401
## Mike Gillislee 35.71770 32.77134
## Josh Robinson 38.01646 39.86746
## George Winn 43.03789 41.24424
## Mike Davis 46.33341 46.51984
## Kenny Hilliard 27.18164 28.42211
## Kerwynn Williams 41.96367 38.56156
## Dreamius Smith 25.08300 21.63765
## Ryan Williams 45.38374 44.60951
## Jahwan Edwards 34.48585 35.19877
## James White 40.93730 38.81639
## Denard Robinson 45.67798 44.75831
## Senorise Perry 23.48856 20.24369
## Ronnie Hillman 45.02977 44.19505
## Matt Jones 48.88190 48.60546
## Tevin Coleman 56.36175 54.40016
## Karlos Williams 41.01726 39.33211
## David Johnson 43.17591 41.57167
## Chris Polk 54.44568 58.65667
## Todd Gurley 70.07530 67.24423
## Malcolm Brown 39.18118 37.90728
## Giovani Bernard 70.62011 70.67639
## Lamar Miller 72.56586 71.79580
## Branden Oliver 59.95866 58.39906
## Andre Ellington 55.23007 55.61307
## Bishop Sankey 51.45335 50.28987
## Edwin Baker 36.17818 36.44999
## Kapri Bibbs 32.30016 32.28967
## Bryce Brown 46.26604 44.75216
## Marion Grice 43.47860 40.23864
## Terrence Magee 39.19910 35.43180
## Jeremy Langford 48.51574 48.25765
## Frank Gore 72.35211 77.30549
## Zach Zenner 37.94624 39.39358
## David Cobb 45.72472 47.99517
## Michael Dyer 34.26760 34.68262
## Marcus Murphy 26.23472 23.52043
## T.J. Yeldon 49.48488 47.47727
## Cedric Peerman 41.88669 39.12927
## Charcandrick West 28.09926 23.57619
## Ryan Mathews 75.39209 76.11834
## C.J. Anderson 79.49473 79.76195
## Darren Sproles 63.84665 65.77632
## Bernard Pierce 48.17870 50.36939
## Damien Williams 43.39760 39.18406
## Thomas Rawls 33.26074 32.39723
## Corey Grant 14.47807 11.29270
## Dexter McCluster 38.07726 37.52531
## Dion Lewis 37.07512 34.60387
## Rajion Neal 32.65918 33.42627
## Donald Brown 56.42242 61.09971
## Vick Ballard 48.97544 52.68797
## Benny Cunningham 51.95680 55.46523
## Trey Watts 38.75169 36.09697
## Jacquizz Rodgers 56.70971 56.98606
## Roy Helu Jr. 55.77504 56.23125
## Devonta Freeman 51.04089 49.94892
## Tre Mason 62.20498 60.41180
## Michael Hill 35.75628 32.66841
## Fozzy Whittaker 35.39185 34.19306
## Bobby Rainey 49.57332 48.91024
## Daniel Herron 51.48117 52.75198
## Trey Williams 16.22907 11.59381
## Isaiah Pead 28.37434 26.85119
## Arian Foster 87.48370 90.10250
## Rashad Jennings 69.13121 74.02474
## Charles Sims 44.36568 44.00598## Pure Speed Back Backfield Receiver Balanced HB
## Tim Hightower 38.28095 43.65366 46.80768
## Jay Ajayi 51.01493 53.46930 52.11687
## Doug Martin 62.82120 64.86635 63.61730
## Terrance West 50.56554 49.95595 49.29390
## Brandon Bolden 42.40375 39.41278 42.58132
## Joique Bell 64.57223 70.25489 71.29690
## James Starks 60.86856 63.85108 63.87555
## Travaris Cadet 47.96435 52.46497 50.63108
## LaMichael James 41.58788 45.67301 39.25930
## Matt Asiata 31.34330 32.56215 38.30336
## DeMarco Murray 92.15627 92.24649 92.30238
## Bilal Powell 49.28054 50.68072 49.68364
## Adrian Peterson 92.36834 89.32213 89.63571
## Ross Scheuerman 34.55026 39.39890 36.29519
## Reggie Bush 73.28148 79.23498 74.81270
## Rex Burkhead 48.35666 52.45847 49.89001
## Chris Ivory 56.37373 48.13493 54.04503
## Matt Forte 86.84995 89.41368 88.41750
## Jonas Gray 36.30424 28.71008 34.28957
## Marshawn Lynch 91.76797 87.97302 89.27193
## Mark Ingram 70.70294 70.98644 72.16487
## Alfred Morris 68.44109 63.88206 67.52273
## James Wilder Jr. 19.43477 17.13996 21.09599
## Fred Jackson 65.05989 68.37533 70.47504
## Alfred Blue 45.91796 48.76030 51.43000
## Justin Forsett 84.54719 86.50978 83.56602
## Carlos Hyde 52.90202 49.65916 53.11165
## Stepfan Taylor 41.60832 45.47620 48.72091
## Jamaal Charles 92.83431 93.68911 91.88032
## Khiry Robinson 44.99091 41.61892 45.07874
## John Crockett 40.76346 35.99684 36.36231
## Darren McFadden 51.15556 55.80532 57.40728
## Zac Stacy 49.39378 47.39210 50.12721
## Jonathan Stewart 78.82061 79.44409 78.16296
## Robert Turbin 58.75932 61.03004 62.21533
## Eddie Lacy 85.07579 84.75264 85.71832
## Zurlon Tipton 30.92281 30.21062 34.16749
## Ka'Deem Carey 49.81493 51.83366 53.24799
## Silas Redd 43.02361 38.73244 40.24807
## Glenn Winston 24.31502 22.25410 25.30770
## Alonzo Harris 13.03229 10.68914 13.81422
## Tyler Gaffney 31.92183 31.49330 34.43700
## Duke Johnson 56.08965 58.93114 55.15180
## Kendall Hunter 53.17329 50.00525 47.69405
## Shaun Draughn 39.62617 38.63678 41.13998
## Orleans Darkwa 34.78457 31.36725 34.20867
## Lance Dunbar 59.39749 63.29894 58.63911
## Knile Davis 64.73344 62.40349 64.25431
## Theo Riddick 59.70164 65.29340 62.64390
## Chase Reynolds 39.53682 41.11975 40.83644
## Darrin Reaves 33.64809 40.03009 35.66068
## Jonathan Grimes 45.43245 42.40404 42.49506
## Joe Banyard 45.47021 49.60637 47.37184
## Antonio Andrews 22.14052 25.13425 28.09846
## Lache Seastrunk 39.99809 36.40210 32.48287
## Cameron Artis-Payne 39.32596 33.13539 34.22304
## Le'Veon Bell 92.43947 92.17018 91.58241
## Latavius Murray 55.51021 49.71967 52.52139
## Jerick McKinnon 61.68963 57.36585 53.47596
## LeGarrette Blount 58.66396 49.73849 55.39051
## Shane Vereen 72.31167 78.04558 73.80338
## Boobie Dixon 37.71989 36.75410 41.70202
## Montee Ball 52.93548 51.19498 53.56076
## Trent Richardson 47.68373 47.80983 50.14698
## Toby Gerhart 40.23415 37.55286 40.91237
## Andre Williams 43.47301 37.56445 41.88916
## Javorius Allen 42.71476 44.41870 45.78038
## Danny Woodhead 68.01910 75.12420 68.91011
## Jeremy Hill 76.39276 72.37163 74.50052
## Jeremy Stewart 35.92685 33.69063 36.13777
## Antone Smith 63.73595 68.70299 61.97143
## Joseph Randle 57.17858 61.19014 60.24044
## Juwan Thompson 47.52777 47.78520 49.03921
## Lorenzo Taliaferro 44.31948 39.76775 43.19062
## Storm Johnson 35.45173 37.20541 39.71094
## Robert Hughes 18.83388 18.53902 22.41155
## Jerome Smith 26.41288 22.89469 26.38199
## Stevan Ridley 54.40556 48.99024 52.98205
## C.J. Spiller 76.06718 78.10334 73.82805
## Christine Michael 54.14436 48.65985 51.49394
## George Atkinson III 28.89635 29.65027 30.28955
## DuJuan Harris 51.41536 51.85200 49.43618
## Josh Harris 36.79878 35.77041 33.08229
## Isaiah Crowell 49.63066 46.39482 48.30602
## Dri Archer 47.32613 52.41974 45.18458
## Taiwan Jones 39.44782 40.93738 38.12162
## DeAngelo Williams 64.57746 66.30421 61.41698
## LeSean McCoy 86.08845 89.10213 85.88973
## Mike James 43.98351 46.68442 47.61936
## Chris Thompson 44.06733 42.14221 36.43041
## Jordan Todman 52.59973 48.51997 46.24258
## Melvin Gordon 66.16732 57.96360 56.92210
## Cyrus Gray 37.18174 42.18239 38.48766
## Daryl Richardson 44.66884 48.08599 43.34412
## Kenjon Barner 46.47877 50.28103 44.07998
## Ameer Abdullah 58.51206 56.48816 53.33421
## Dominique Brown 27.34382 28.64961 30.98217
## Mike Gillislee 38.25874 37.51820 36.35702
## Josh Robinson 28.92904 25.33092 28.64276
## George Winn 36.17079 34.92713 37.94885
## Mike Davis 41.09347 39.03729 41.16654
## Kenny Hilliard 18.91507 16.23051 19.72029
## Kerwynn Williams 53.33327 55.99194 51.59449
## Dreamius Smith 21.48138 20.07845 22.09388
## Ryan Williams 51.69491 50.43120 49.14313
## Jahwan Edwards 27.99267 30.67445 32.90412
## James White 44.00646 44.48550 42.70720
## Denard Robinson 56.58498 56.35383 51.71077
## Senorise Perry 30.84438 35.03046 30.74596
## Ronnie Hillman 54.44481 49.57440 45.95479
## Matt Jones 35.73674 28.94615 33.72439
## Tevin Coleman 51.40930 48.77069 50.49968
## Karlos Williams 36.32528 38.72974 41.12602
## David Johnson 41.41486 43.70960 44.68436
## Chris Polk 45.57723 47.70828 49.77250
## Todd Gurley 65.57763 58.88226 61.28549
## Malcolm Brown 28.31827 24.46054 27.27471
## Giovani Bernard 78.80446 81.32683 77.60360
## Lamar Miller 77.52573 75.54517 73.25917
## Branden Oliver 62.90538 63.16023 61.36641
## Andre Ellington 64.19750 69.04471 65.08770
## Bishop Sankey 58.67716 58.09387 54.74568
## Edwin Baker 26.13961 21.96451 25.14889
## Kapri Bibbs 27.17312 23.27376 25.99285
## Bryce Brown 44.25432 39.21808 41.84781
## Marion Grice 46.09418 49.94266 48.42754
## Terrence Magee 38.35748 40.03792 40.65451
## Jeremy Langford 41.25885 40.90774 42.64391
## Frank Gore 70.05944 69.11187 70.44916
## Zach Zenner 28.54858 28.21020 31.05386
## David Cobb 36.89053 33.05159 36.52760
## Michael Dyer 23.43130 18.13072 21.58753
## Marcus Murphy 38.08774 43.88393 37.78027
## T.J. Yeldon 48.05974 45.08166 46.51866
## Cedric Peerman 50.80154 55.10451 51.06640
## Charcandrick West 31.20253 30.47072 29.99809
## Ryan Mathews 75.95180 76.25948 76.57008
## C.J. Anderson 76.31332 73.59210 75.04071
## Darren Sproles 77.52061 82.77214 77.11532
## Bernard Pierce 38.17554 34.92579 37.66254
## Damien Williams 48.61222 51.23114 49.61176
## Thomas Rawls 29.28517 25.08029 27.14197
## Corey Grant 18.58241 20.93051 18.24134
## Dexter McCluster 57.51450 65.83573 58.10240
## Dion Lewis 44.85570 40.46951 38.21503
## Rajion Neal 26.77827 27.64007 30.70758
## Donald Brown 45.25954 50.67142 53.14574
## Vick Ballard 36.88492 33.55426 37.61179
## Benny Cunningham 40.49460 37.93792 41.21712
## Trey Watts 44.04935 46.23762 44.63976
## Jacquizz Rodgers 56.99369 60.88644 60.68678
## Roy Helu Jr. 57.97602 61.20253 59.65054
## Devonta Freeman 57.16315 57.27804 55.04948
## Tre Mason 66.42798 63.29222 62.29045
## Michael Hill 39.07737 40.19740 39.11276
## Fozzy Whittaker 39.47088 42.97340 40.82430
## Bobby Rainey 58.74914 62.33659 59.31842
## Daniel Herron 54.34947 55.27623 55.27697
## Trey Williams 26.41393 27.62726 23.26272
## Isaiah Pead 41.78500 50.51672 45.04835
## Arian Foster 84.62495 83.65932 84.70023
## Rashad Jennings 59.07947 61.62861 64.50594
## Charles Sims 51.62086 56.98823 54.42648
## Goal Line Back Power Running Back
## Tim Hightower 57.23218 50.31027
## Jay Ajayi 47.50055 46.79975
## Doug Martin 63.71439 61.84972
## Terrance West 46.85389 47.63093
## Brandon Bolden 50.34130 51.30551
## Joique Bell 75.23521 69.90257
## James Starks 65.32656 62.61488
## Travaris Cadet 46.45687 43.51273
## LaMichael James 27.67506 27.19374
## Matt Asiata 55.02960 49.78228
## DeMarco Murray 92.00662 91.97736
## Bilal Powell 50.04226 48.58761
## Adrian Peterson 88.83214 91.65427
## Ross Scheuerman 30.34138 27.98371
## Reggie Bush 68.80568 64.18488
## Rex Burkhead 46.32662 43.55602
## Chris Ivory 64.44967 68.28214
## Matt Forte 88.53267 86.10870
## Jonas Gray 43.66352 48.28539
## Marshawn Lynch 90.12288 92.55947
## Mark Ingram 76.18497 75.03659
## Alfred Morris 74.46066 76.19421
## James Wilder Jr. 28.38243 29.00227
## Fred Jackson 77.87874 73.57480
## Alfred Blue 59.26349 55.12840
## Justin Forsett 78.26917 77.23719
## Carlos Hyde 59.33155 60.57157
## Stepfan Taylor 56.78720 51.59967
## Jamaal Charles 88.61796 88.38640
## Khiry Robinson 52.01800 53.22417
## John Crockett 32.01861 36.99704
## Darren McFadden 65.58504 60.08073
## Zac Stacy 57.29174 57.38858
## Jonathan Stewart 74.45497 74.39629
## Robert Turbin 65.73183 63.03060
## Eddie Lacy 87.32132 87.21411
## Zurlon Tipton 43.25578 42.02161
## Ka'Deem Carey 56.63757 54.32103
## Silas Redd 39.83343 43.56758
## Glenn Winston 29.23576 30.53920
## Alonzo Harris 20.82054 22.08148
## Tyler Gaffney 41.65124 40.66092
## Duke Johnson 46.52525 45.90620
## Kendall Hunter 42.01481 45.72241
## Shaun Draughn 45.13627 44.79259
## Orleans Darkwa 40.30281 42.37978
## Lance Dunbar 50.62846 49.05986
## Knile Davis 66.97052 68.48224
## Theo Riddick 57.14790 53.35830
## Chase Reynolds 38.49572 37.35004
## Darrin Reaves 29.55782 26.17603
## Jonathan Grimes 38.87061 41.91602
## Joe Banyard 43.09359 40.84735
## Antonio Andrews 35.12455 31.02796
## Lache Seastrunk 22.47686 27.15537
## Cameron Artis-Payne 33.15956 38.89177
## Le'Veon Bell 90.10155 90.63598
## Latavius Murray 57.36501 61.08893
## Jerick McKinnon 44.10600 49.52942
## LeGarrette Blount 64.48962 69.17780
## Shane Vereen 69.09491 64.50805
## Boobie Dixon 53.09886 51.10177
## Montee Ball 58.45874 58.79473
## Trent Richardson 56.80321 55.07410
## Toby Gerhart 50.16560 50.41459
## Andre Williams 47.93325 51.34427
## Javorius Allen 48.21833 46.49002
## Danny Woodhead 61.29594 56.02580
## Jeremy Hill 76.67800 79.34301
## Jeremy Stewart 40.85136 41.83308
## Antone Smith 50.64596 48.52179
## Joseph Randle 58.63575 55.39801
## Juwan Thompson 49.70826 49.22565
## Lorenzo Taliaferro 47.63307 50.78281
## Storm Johnson 47.33767 44.44103
## Robert Hughes 32.38322 30.07898
## Jerome Smith 34.40826 36.12987
## Stevan Ridley 57.76219 60.98636
## C.J. Spiller 65.95558 65.71050
## Christine Michael 53.86932 58.12765
## George Atkinson III 30.25655 29.57465
## DuJuan Harris 43.41976 44.35934
## Josh Harris 27.04526 29.17653
## Isaiah Crowell 50.90912 53.47612
## Dri Archer 31.66225 30.81655
## Taiwan Jones 30.54772 30.97044
## DeAngelo Williams 55.39420 54.63420
## LeSean McCoy 81.57898 79.30515
## Mike James 51.71637 48.55367
## Chris Thompson 25.55875 29.05134
## Jordan Todman 39.53173 44.17194
## Melvin Gordon 48.99203 58.01965
## Cyrus Gray 33.15954 30.43131
## Daryl Richardson 34.65636 33.82471
## Kenjon Barner 30.44393 30.61675
## Ameer Abdullah 43.61061 47.64817
## Dominique Brown 36.42676 34.09066
## Mike Gillislee 32.39468 33.80971
## Josh Robinson 34.29076 36.45967
## George Winn 42.34765 42.59511
## Mike Davis 44.26456 45.64281
## Kenny Hilliard 25.28438 26.98099
## Kerwynn Williams 42.06181 41.97772
## Dreamius Smith 23.16042 24.21159
## Ryan Williams 44.75531 46.90344
## Jahwan Edwards 38.68354 35.09241
## James White 38.98953 39.54449
## Denard Robinson 44.12719 46.16050
## Senorise Perry 24.90760 23.29774
## Ronnie Hillman 37.90231 43.64852
## Matt Jones 40.23696 44.82967
## Tevin Coleman 51.95293 54.12129
## Karlos Williams 45.31537 42.45144
## David Johnson 46.15330 44.21533
## Chris Polk 58.84369 55.58303
## Todd Gurley 60.60879 66.40056
## Malcolm Brown 33.09488 35.76972
## Giovani Bernard 71.48860 70.25856
## Lamar Miller 68.57100 71.46678
## Branden Oliver 57.50082 58.04077
## Andre Ellington 60.93616 57.72055
## Bishop Sankey 48.36345 50.19646
## Edwin Baker 31.52520 34.32127
## Kapri Bibbs 29.08211 32.25241
## Bryce Brown 43.09228 47.30102
## Marion Grice 43.78338 41.67124
## Terrence Magee 37.73604 36.77835
## Jeremy Langford 47.42047 47.24298
## Frank Gore 74.94211 74.44122
## Zach Zenner 37.83017 36.83465
## David Cobb 42.07442 44.19844
## Michael Dyer 27.08000 31.30751
## Marcus Murphy 27.29752 25.19268
## T.J. Yeldon 45.88607 48.48340
## Cedric Peerman 45.00873 42.64694
## Charcandrick West 25.84266 27.52723
## Ryan Mathews 77.57163 77.23458
## C.J. Anderson 75.77107 77.56244
## Darren Sproles 69.15651 65.21493
## Bernard Pierce 44.80422 45.98781
## Damien Williams 44.33456 43.39708
## Thomas Rawls 28.83833 32.53632
## Corey Grant 13.87273 13.25037
## Dexter McCluster 46.61918 41.88695
## Dion Lewis 31.15046 36.04198
## Rajion Neal 36.90372 34.64318
## Donald Brown 64.40790 57.40678
## Vick Ballard 47.30074 47.98887
## Benny Cunningham 50.18904 50.49777
## Trey Watts 38.79549 38.45179
## Jacquizz Rodgers 61.86992 58.18024
## Roy Helu Jr. 58.95014 56.08914
## Devonta Freeman 50.22346 51.21011
## Tre Mason 58.00433 61.74625
## Michael Hill 35.34759 35.27226
## Fozzy Whittaker 38.31007 35.86799
## Bobby Rainey 54.13673 52.14399
## Daniel Herron 55.20088 54.46008
## Trey Williams 14.11005 15.04306
## Isaiah Pead 38.72934 33.54085
## Arian Foster 87.27508 87.28252
## Rashad Jennings 73.65393 69.73175
## Charles Sims 50.53889 46.93479